{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "knowing-swaziland",
   "metadata": {},
   "source": [
    "# Working with Heat Transfer Fluids - Therminol LT"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "comfortable-groove",
   "metadata": {},
   "source": [
    "Heat transfer fluids are pure species or chemical mixtures with specially tailored properties that make them suitable for use in heat exchangers. Usually this means not fouling, requiring little heat transfer area because of a high heat capacity, thermal conductivity, and potentially high density and low flammability. \n",
    "\n",
    "Therminol LT is a fluid chosen for the demonstration. It is in fact a pure chemical, 1,2-diethylbenzene. \n",
    "\n",
    "The data comes from therminol itself, in the following PDF.\n",
    "\n",
    "https://web.archive.org/web/20210615044602/https://www.therminol.com/sites/therminol/files/documents/TF-8726_Therminol_LT.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "final-maldives",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fluids.core import C2K, F2K\n",
    "from fluids.constants import R\n",
    "import numpy as np\n",
    "from chemicals import rho_to_Vm, Vm_to_rho, property_mass_to_molar, omega_definition, simple_formula_parser, similarity_variable, molecular_weight\n",
    "from thermo import (TDependentProperty, VaporPressure, VolumeLiquid, ChemicalConstantsPackage, PropertyCorrelationsPackage,\n",
    "                    HeatCapacityLiquid, HeatCapacityGas, ThermalConductivityLiquid, \n",
    "                    ThermalConductivityGas, ViscosityGas, ViscosityLiquid, EnthalpyVaporization,\n",
    "                    SurfaceTension)\n",
    "name = '1,2-diethylbenzene'\n",
    "CAS = \"25340-17-4\"\n",
    "formula = \"C10H14\"\n",
    "atoms = simple_formula_parser(formula)\n",
    "sv = similarity_variable(atoms)\n",
    "MW = molecular_weight(atoms)\n",
    "\n",
    "Tc = 377.0 + 273.15\n",
    "Pc = 34.5e5\n",
    "rhoc_mass = 298.0 # kg/m^3\n",
    "Vc = rho_to_Vm(rhoc_mass, MW)\n",
    "Zc = Pc*Vc/(R*Tc)\n",
    "\n",
    "Tm = C2K(-75.0)\n",
    "\n",
    "Ts = [-73, -62, -51, -40, -29, -18, -7, 4, 16, 27, 38, 49, 60, 71, 82, 93, 104, 116, 127, 138, 149, 160, 171, 181, 182, 193, 204, 216, 227, 238, 249, 260, 271, 282, 293, 304, 316]\n",
    "Ts = [C2K(v) for v in Ts]\n",
    "\n",
    "Psats = [ 0.002, 0.006, 0.016, 0.038, 0.084, 0.175, 0.345, 0.649, 1.17, 2.02, 3.37, 5.43, 8.51, 13.0, 19.3, 28.1, 40.1, 56.1, 77.1, 101, 104, 139, 183, 237, 304, 386, 484, 601, 740, 904, 1090, 1310, 1570]\n",
    "Psats = [v*1e3 for v in Psats] # kPa to Pa\n",
    "Ts_Psats = Ts[len(Ts)-len(Psats):]\n",
    "\n",
    "# Obtain the acentric factor from linear interpolation for convenience\n",
    "Psat_07 = float(np.interp(0.7*Tc, Ts_Psats, Psats))\n",
    "omega = omega_definition(Psat_07, Pc)\n",
    "\n",
    "# Interpolate on pressure to find the normal boiling point\n",
    "Tb = float(np.interp(101325.0, Psats, Ts_Psats))\n",
    "\n",
    "rhols_mass = [938, 930, 921, 913, 904, 896, 887, 878, 869, 860, 852, 843, 833, 824, 815, 806, 796, 786, 776, 766, 756, 746, 735, 726, 724, 713, 702, 690, 678, 666, 652, 639, 625, 610, 594, 576, 558]\n",
    "Vms = [rho_to_Vm(rho, MW) for rho in rhols_mass]\n",
    "\n",
    "Cpls_mass = [1.44, 1.48, 1.53, 1.57, 1.61, 1.66, 1.70, 1.74, 1.78, 1.83, 1.87, 1.91, 1.95, 1.99, 2.03, 2.07, 2.11, 2.15, 2.19, 2.23, 2.27, 2.30, 2.34, 2.38, 2.38, 2.42, 2.46, 2.50, 2.54, 2.58, 2.63, 2.67, 2.72, 2.78, 2.84, 2.91, 3.01]\n",
    "Cpls_mass = [v*1000 for v in Cpls_mass] # kJ/(kg*K)\n",
    "Cpls = [property_mass_to_molar(Cp, MW) for Cp in Cpls_mass] # J/(mol*K)\n",
    "\n",
    "Cpgs_mass = [0.766, 0.813, 0.860, 0.908, 0.955, 1.002, 1.049, 1.095, 1.142, 1.188, 1.234, 1.280, 1.325, 1.370, 1.415, 1.459, 1.503, 1.547, 1.590, 1.634, 1.676, 1.719, 1.761, 1.799, 1.803, 1.845, 1.886, 1.928, 1.970, 2.012, 2.055, 2.099, 2.144, 2.191, 2.241, 2.297, 2.362]\n",
    "Cpgs_mass = [v*1000 for v in Cpgs_mass] # kJ/(kg*K)\n",
    "Cpgs = [property_mass_to_molar(Cp, MW) for Cp in Cpgs_mass] # J/(mol*K)\n",
    "\n",
    "\n",
    "kls = [0.1426, 0.1405, 0.1384, 0.1362, 0.1341, 0.1320, 0.1298, 0.1277, 0.1255, 0.1233, 0.1212, 0.1190, 0.1168, 0.1146, 0.1124, 0.1102, 0.1080, 0.1058, 0.1036, 0.1013, 0.0991, 0.0968, 0.0946, 0.0926, 0.0923, 0.0901, 0.0878, 0.0855, 0.0832, 0.0810, 0.0786, 0.0763, 0.0740, 0.0717, 0.0694, 0.0670, 0.0647]\n",
    "muls = [10.09, 6.03, 3.99, 2.84, 2.13, 1.67, 1.35, 1.12, 0.947, 0.814, 0.708, 0.624, 0.554, 0.496, 0.447, 0.405, 0.369, 0.338, 0.310, 0.286, 0.265, 0.246, 0.229, 0.215, 0.213, 0.199, 0.187, 0.175, 0.165, 0.155, 0.146, 0.138, 0.131, 0.124, 0.117, 0.112, 0.106]\n",
    "muls = [v*1e-3 for v in muls] # mPa*s to Pa*s\n",
    "\n",
    "Hvaps_mass = [492.7, 485.2, 477.8, 470.4, 463.0, 455.7, 448.5, 441.3, 434.1, 427.0, 420.0, 412.9, 405.9, 399.0, 392.1, 385.2, 378.4, 371.6, 364.7, 357.9, 351.0, 344.1, 337.2, 330.9, 330.1, 323.0, 315.7, 308.2, 300.5, 292.5, 284.3, 275.6, 266.4, 256.7, 246.2, 234.7, 221.8]\n",
    "Hvaps_mass = [v*1000 for v in Hvaps_mass] # kJ/(kg)\n",
    "Hvaps = [property_mass_to_molar(Hvap, MW) for Hvap in Hvaps_mass] # J/(mol)\n",
    "\n",
    "kgs = [ 0.0051, 0.0057, 0.0063, 0.0069, 0.0075, 0.0082, 0.0088, 0.0095, 0.0101, 0.0108, 0.0115, 0.0122, 0.0130, 0.0137, 0.0144, 0.0152, 0.0160, 0.0168, 0.0176, 0.0184, 0.0192, 0.0200, 0.0209, 0.0216, 0.0217, 0.0226, 0.0235, 0.0244, 0.0253, 0.0262, 0.0272, 0.0281, 0.0291, 0.0301, 0.0310, 0.0321, 0.0331]\n",
    "\n",
    "mugs = [0.00434, 0.00458, 0.00482, 0.00506, 0.00530, 0.00554, 0.00578, 0.00603, 0.00628, 0.00652, 0.00677, 0.00702, 0.00727, 0.00752, 0.00777, 0.00802, 0.00828, 0.00853, 0.00878, 0.00903, 0.00928, 0.00952, 0.00977, 0.01000, 0.01002, 0.01027, 0.01051, 0.01076, 0.01100, 0.01124, 0.01148, 0.01172, 0.01196, 0.01220, 0.01243, 0.01267, 0.01290]\n",
    "mugs = [v*1e-3 for v in mugs] # mPa*s to Pa*s\n",
    "\n",
    "sigmas = [0.028, 0.0]\n",
    "sigma_Ts = [298.15, Tc]\n",
    "\n",
    "prop_kwargs = {'Tc': Tc, 'Pc': Pc, 'Vc': Vc, 'Zc': Zc, 'omega': omega,\n",
    "               'MW': MW, 'Tb': Tb, 'Tm': Tm, 'CASRN': CAS}\n",
    "prop_kwargs = {} # Comment this out to show the estimation method results\n",
    "\n",
    "plot_kwargs = {'pts': 30, 'Tmin': Ts[0]}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "powerful-collaboration",
   "metadata": {},
   "source": [
    "Now that the data has been added into Python objects, we can fit them to equations. The plots below show how good the fits are."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "pretty-garlic",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/caleb/.local/lib/python3.11/site-packages/fluids/numerics/__init__.py:4201: RuntimeWarning: Number of calls to function has reached maxfev = 500.\n",
      "  return sp_leastsq(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "image/png": 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GjhwJAMjOzoazszM+/fRTzJ8/P99zf168uTp27Ihly5bplhUKRZ5jLVu2DB07doRKpcLJkycxZMgQWFtb4/PPPy/s8hMRUdC4nD9jZkCl0eJU7RFocfX7nMQn+JMn241JmLjU1FQBQKSmpubZplQqxa1bt4RSqTRCZMW3bNkyYW9vn2d9QkKCACBOnDiht759+/bi/fffL/B48+fPF7a2tiI9Pb3AfQ4fPiwAiGvXrhW4z6ZNm4REItFd1/79+4vQ0FC9fb7++mtRo0YNodVq87w/KChIjB49usDjFxZvWFiY6NGjR6HvAyA2bNigt27YsGGic+fOz/3M8qai38NEVPEkpj4Svx26JjbM/0CIqXYia4qjEFPthNg1u0Q/p7Dv7+dhy48BhBB4pNIY5bMtzWWl2nPn6NGjOHbsGAYNGlTgPj/88AP69esHa2vrAvdJTU2FRCJBlSpV8t1+//59rFixAm3atIG5uTmAnFYdKysrvf0sLS1x8+ZNXLt2Dd7e3gafT2Hx7tq1Cy4uLnBwcMCrr76KL774AlWrVi3wOJcuXcLOnTsxePDgF4qDiKhCiYnMeTSVXwtN7BxAqwGCJ+pWabUCZ26nIvp8MnZeSMbpW6mPt7yOTopfoZCooZXKIS0PLT6PMfkxwCOVBg2m/G2Uzz43vQOs5CX742rTpg2kUimUSiVUKhVGjBhRYPJz+PBhnDlzBj/88EOBx8vKysL48ePRv39/2NnZ6W0bP348Fi9ejMzMTLRu3RqbN2/WbevQoQM++ugjDB48GMHBwbhy5QrmzZsHIOcx3oskPwXF27FjR/Tq1Qs1a9ZEfHw8Jk2ahE6dOuHAgQN64zn1798fMpkMarUa2dnZ6Nq1KyZOnPjsxxARVT65NTuAfgKUW7MT/AkylWrsu3IP0eeTsPNCMpIfPqmJlEgAvxpVMMHqDyiuqSFkckg1ypz3l5MEiMmPCVu9ejXq168PlUqFM2fOYNSoUXBwcMCsWbPy7PvDDz+gcePGaNmyZb7HUqlU6NOnD4QQWLJkSZ7tY8eOxbBhw3Dt2jV89tlnGDRoEDZv3gyJRILhw4cjPj4eXbt2hUqlgp2dHUaPHo1p06ZBKn2xmvyC4u3Xr5/u740bN0aTJk1Qu3Zt7Nq1C+3bt9dtmz9/PkJCQqDRaHDlyhVERETg7bffxqpVq14oHiKiCuOpmh3d8uPEJ84nHAv/bYd927dDqX4yeKq1XIaXfZ3xan0XBNd1gfPxhUDMUiD4E0ieer/e8Y2IyY8BLM1lODe9g9E+u6R5eHjAx8cHAFC/fn3Ex8dj8uTJmDZtGiwsLHT7ZWRkYNWqVZg+fXq+x8lNfK5du4adO3fmafUBACcnJzg5OaFOnTqoX78+PDw8cPDgQQQGBkIikWD27NmYOXMmEhMT4ezsjOjoaABArVq1DD6v58X7tFq1asHJyQlXrlzRS37c3Nx016Zu3bp4+PAh+vfvjy+++EK3noio0goaB60QkMbMgHrXHJgJFeapQrHoTFsAKQCAGg6WCKnvilfruaBVLUcozB5/Tz3VQqRLdPJLqIyIyY8BJBJJiT96Kk9yH/MolUq95Gft2rXIzs7GW2+9lec9uYnP5cuXERMTU2jtTK7cqRae7Touk8lQvXp1AMDKlSsRGBgIZ2dng8+jsHifdfPmTdy7dw/u7u6F7pf7SOzRo0cGx0NEVFFkqTTYH38X/5xNwo7zzbFPmEEBFbKFGaK0veDv5YBX67sgpL4rfF1s8q9F1Wry79WVu6w1Tu3s0yrFN3lCQgKGDh2KpKQkyGQyHDx4sNCiXMpx7949JCYmQq1W4/Tp01i4cCGCg4PztNz88MMP6NmzZ57ERqVSITQ0FMePH8fmzZuh0WiQmJgIAHB0dIRcLsehQ4dw5MgRvPTSS3BwcNC1LtWuXRuBgYEAgLt372LdunVo164dsrKysGzZMqxduxaxsbF6nxcXFwcASE9PR0pKCuLi4iCXy9GgQYMixZueno7PPvsMb775Jtzc3BAfH49x48bBx8cHHTrot+g9ePAAiYmJ0Gq1uHz5MqZPn65rtSIiqhCKWLiclqVCzIVk/HM2CbsuJiNDmZOcjJKth8JcDZXEHAqocObVU7B6rQi1j8GF7FMOHnkBqBxd3V955RWxe/duIYQQ9+7dEyqVqsjvNeWu7rkvmUwmatSoIYYPHy6Sk5P19r1w4YIAIP7555/nHufpV0xMjBBCiFOnTong4GDh6OgoFAqF8Pb2Fu+++664efOm7jgpKSmidevWwtraWlhZWYn27duLgwcP5vm8/D7Hy8uryPFmZmaK119/XTg7Owtzc3Ph5eUlhg8fLhITEwv8HIlEItzd3UXfvn1FfHx8QZe63Kro9zARFcOu2fl3MX+8Pu6XieKt7w8Kn0lbhNf4zbpXqxk7xI6lEUJMtROqnbMKP5YRFaeru0SIp4b0rYDOnj2L0aNHY8eOHS/0/rS0NNjb2yM1NTVPi4dKpUJKSgqcnZ113bKJKhLew0Qm7qn6m/gG7+Peli/Q8uqSnPodTS/dbj4uNni9gSs6NHRD4/hvId01M++jq/xqeYyosO/v5zH69Ba7d+9Gt27dUK1aNUgkEmzcuDHPPlFRUfD29oaFhQVatWqFw4cP67ZdvnwZNjY26NatG5o3b46ZM2eWYfRERETlk1YrcLLWCOypMQKImYEai730Ep9mnlUwvmM9RH8chB0RQRjXsR78PKpAKrQF1+wEf1IuanaKy+g1PxkZGfDz88PQoUPRq1evPNtXr16NiIgILF26FK1atcKCBQvQoUMHXLx4ES4uLlCr1dizZw/i4uLg4uKCjh07IiAgAK+99poRzoaIiMh41BotDiXcx7Yzidh+LgmJaVkA2uGi4kcoJGqoYA7XblNwqIErXO0s8j9IRajZKSajJz+dOnVCp06dCtz+1VdfYfjw4RgyZAgAYOnSpdiyZQt+/PFHTJgwAdWrV4e/vz88PDwAAJ07d0ZcXFyByU92drZeL6O0tLQSPBsiIqIS9pzCZY1Gjf0ew/HX6Tv4+2wS7mc8mePQWi7DLKdtUNzPGWzQXKPEW9mrAbvKkcS8KKM/9iqMUqnEsWPHEBISolsnlUoREhKCAwcOAAACAgKQnJyM//77D1qtFrt37y60R05kZCTs7e11r9ykiYiIqFzKZ5Z0lUaLhN+nAjEz8O2eq3j7h8NYefgG7mco4WBljr7+HvhxsD/i2sWh2/1lOYMNTk7JeWyV34zrJsboLT+FuXv3LjQaDVxdXfXWu7q64sKFCwAAMzMzzJw5E6+88gqEEHj99dfRtWvXAo85ceJERERE6JbT0tKYABERUfn11ACB/95NxxLtm/A+G4VwrH5cv9MDjtZydGjohi6N3dG6liPMZNKcBGd3ZLkebNBYynXyU1TPe3T2NIVCAYVCUcoRERERFV+2WoN9V+5iS1IH1MRljDy9EF+IKCgkaiyR9sV9/1H4rbE7WtZ8nPA8rQIMNmgs5Tr5cXJygkwmQ1JSkt76pKQkuLm5FevYUVFRiIqKgkZjuj98IiIqf7JUGuy9fBd/nb6D7eeT8DBL/XhLT4ywWK+bJX3Ep99CJs1nhOVcJlC4/KLKdfIjl8vRokULREdHo2fPngBypkaIjo7GyJEji3Xs8PBwhIeH68YJICIiKjXPK1pWq7Gr2jD8efI2dpxPRnq2WrfZxVaBTo3c8I5YB3mcGsidJX3PXJNPYl6U0ZOf9PR0XLlyRbeckJCAuLg4ODo6wtPTExEREQgLC4O/vz9atmyJBQsWICMjQ9f7i4iIqNzLLVoGdAmLVitwc9Nn8Dw5H0slfTH30VHd7m52FujYyA1dmrijhacDpHvmAjHznzzGKmezpFc0Rk9+jh49iuDgYN1ybjFyWFgYli9fjr59+yIlJQVTpkxBYmIimjZtim3btuUpgjYUH3tRWZo2bRo2btyom5+MiEzMU4XGiWmP8L2kN5xPLMT/aVbpipadbBTo2sQd3fzc0czDAdLcR1oVYJb0isboXd3btWsHIUSe1/Lly3X7jBw5EteuXUN2djYOHTqEVq1aFftzw8PDce7cORw5cqTYxypPJBJJoa9p06bh6tWreuvkcjl8fHzwxRdf4OnZTtq1a5fvMbp06QIgZ+qE8ePHo3HjxrC2tka1atUwaNAg3L59Wy+m7t27w9PTExYWFnB3d8fbb7+dZ581a9agadOmsLKygpeXF+bOnau3/c6dOxgwYADq1KkDqVSKDz/8MM+5Py9eABg8eHCe7R07dizwGpqZmelaIJ+dhb60FTTiORFVPFeS0/GVsid+lA+A27GvMPbIy/g/zSosRh8kNxuNFe+0wqFJ7TGte0O08HJ8kvgAhRcuV5IRl8ua0Vt+KrUizqhbku7cuaP7++rVqzFlyhRcvHhRt87GxgZ3794FAOzYsQMNGzZEdnY29u7di3feeQfu7u4YNmwYAGD9+vVQKp8MlnXv3j34+fmhd+/eAIDMzEwcP34ckydPhp+fH/777z+MHj0a3bt3x9GjT5pvg4ODMWnSJLi7u+PWrVsYM2YMQkNDsX//fgDA1q1bMXDgQCxatAivv/46zp8/j+HDh8PS0lJX25WdnQ1nZ2d8+umnmD9/fr7n/rx4c3Xs2BHLli3TLefX+2/ZsmXo2LEjVCoVTp48iSFDhsDa2hqff/55YZefiEjn9oNH+PPkbWyKu41zd3IH1O2KtxRrHhctm2P4pKVQmMkKPxALl0ucySY/ZfLYK59nvAD0mzBL2NO94Ozt7SGRSPL0jMtNfqpWrarb5uXlhWXLluH48eO65MfR0VHvfatWrYKVlZUumbC3t8f27dv19lm8eDFatmyJ69evw9PTEwDw0Ucf6bZ7eXlhwoQJ6NmzJ1QqFczNzfHLL7+gZ8+eePfddwEAtWrVwsSJEzF79myEh4dDIpHA29sbCxcuBAD8+OOP+Z778+LNpVAonttbsEqVKrp9PDw80KNHDxw/frzQ9zxt1qxZmD9/PjIzM9GnTx84OzvrbT9y5AgmTZqEEydOQKVSoWnTppg/fz6aN28OAPD29gYAvPHGGwByrtvVq1cRHx+PiIgIHDx4EBkZGahfvz4iIyP1BgIlolL0nP/UPspWYp3d2/gz7jYOX72v22QmleBlXyeMs/wD8gtPipYV++YxgTECoz/2MpYyeeyV2yT59Gia5WxW3FxHjx7FsWPHCn2k+MMPP6Bfv36wtrYucJ/U1FRIJBJUqVIl3+3379/HihUr0KZNG90s49nZ2bCw0J9jxtLSEjdv3sS1a9cMP5nnxLtr1y64uLigbt26eO+993Dv3r1Cj3Pp0iXs3LmzyI9b16xZg2nTpmHmzJk4evQo3N3d8c033+jt8/DhQ4SFhWHv3r04ePAgfH190blzZzx8+BAAdPflsmXLcOfOHd1yeno6OnfujOjoaJw4cQIdO3ZEt27dcP369SLFRkTFlM9oy5lKNc6tyvldv3T3VUzeeEaX+LSs6YgZbzTC4U9CsKzWLtS/sCjn9z9HWzYuYeJSU1MFAJGamppnm1KpFLdu3RJKpbJ4H7JrthBT7YSY7pTz567ZxTteES1btkzY29vnWZ+QkCAACEtLS2FtbS3Mzc0FADFixIgCj3Xo0CEBQBw6dKjAfR49eiSaN28uBgwYkGfbuHHjhJWVlQAgWrduLe7evavb9u233worKyuxY8cOodFoxMWLF0W9evUEALF///48xwoKChKjR48u9NwLinflypVi06ZN4tSpU2LDhg2ifv36IiAgQKjVat0+AISFhYWwtrYWCoVCABBdu3Yt8n0QGBgo3n//fb11rVq1En5+fgW+R6PRCFtbW/Hnn3/qxbFhw4bnfl7Dhg3FokWL8t1WYvcwET3x+Hf6tfVTxMdr4sTXk98RYqqd+HLSUOE1frPo8vVu8V1svLj9IDPPe/L8/i9oPT1XYd/fz2OyLT9lKmgcIJMDGmXOn+WkxWf16tWIi4vDyZMnsWbNGmzatAkTJkzId98ffvgBjRs3RsuWLfPdrlKp0KdPHwghsGTJkjzbx44dixMnTuCff/6BTCbDoEGDdMXVw4cPx8iRI9G1a1fI5XK0bt0a/fr1A5Azl9uLKCjefv36oXv37mjcuDF69uyJzZs348iRI9i1a5fefvPnz9ddm82bN+PSpUt4++23i/TZ58+fz9NKFBgYqLeclJSE4cOHw9fXF/b29rCzs0N6evpzW3DS09MxZswY1K9fH1WqVIGNjQ3Onz/Plh+iMhKfko4vs3rgf2b94XlyAWaceRWjpGvwg3l/SNuNx86Pg7B51MsY/kotuNtbPnkji5bLFdb8lEVX99g5TxIfjTJnuRwkQB4eHvDx8QEA1K9fH/Hx8Zg8eTKmTZum9xgqIyMDq1atwvTp0/M9Tm7ic+3aNezcuRN2dnZ59nFycoKTkxPq1KmD+vXrw8PDAwcPHkRgYCAkEglmz56NmTNnIjExEc7OzoiOjgaQU/9jqOfF+7RatWrByckJV65cQfv27XXr3dzcdNembt26ePjwIfr3748vvvhCt744wsLCcO/ePSxcuBBeXl5QKBQIDAzUK9jOz5gxY7B9+3Z8+eWX8PHxgaWlJUJDQ5/7PiJ6cQ8ylfjz1B38fuwm4m48eLy2G8Is1upGWx46aQkkEo62XFGYbPJTZiM8P1vjU44HppLJZFCr1VAqlXrJz9q1a5GdnY233norz3tyE5/Lly8jJiYGVatWfe7naLVaAMjTdVwmk6F69eoAgJUrVyIwMDBPoXBRFBbvs27evIl79+7B3d290P1kspzeGI8ePXruMevXr49Dhw5h0KBBunUHDx7U22ffvn345ptv0LlzZwDAjRs3dIXouczNzfMk5/v27cPgwYN1hdDp6em4evXqc2MiomcUYcTlne7D8Puxm9h5IRlKTc7vLZlUgqA6zhhvuQny80+Ntryboy1XJCab/JSJcj4w1b1795CYmAi1Wo3Tp09j4cKFCA4OztNy88MPP6Bnz555EhuVSoXQ0FAcP34cmzdvhkajQWJiIoCcnldyuRyHDh3CkSNH8NJLL8HBwUHXulS7dm3do6C7d+9i3bp1aNeuHbKysrBs2TKsXbsWsbGxep+XO0Bgeno6UlJSEBcXB7lcjgYNGhQp3vT0dHz22Wd488034ebmhvj4eIwbNw4+Pj7o0KGD3r4PHjxAYmIitFotLl++jOnTp+tarZ5n9OjRGDx4MPz9/dG2bVusWLECZ8+e1WvF8vX1xS+//AJ/f3+kpaVh7NixsLS01DuOt7c3oqOj0bZtWygUCjg4OMDX1xfr169Ht27dIJFIMHnyZF0ySUQGyKc3rhACyZs/h+uxefhW0hdznhpxuYG7HXo1r44eTavD+fhCIGZRhfhPLRWgpAuQKppSLXjeObPgIrZds3O2l6LnFTznvmQymahRo4YYPny4SE5O1tv3woULAoD4559/nnucp18xMTFCCCFOnTolgoODhaOjo1AoFMLb21u8++674ubNm7rjpKSkiNatWwtra2thZWUl2rdvLw4ePJjn8/L7HC8vryLHm5mZKV5//XXh7OwszM3NhZeXlxg+fLhITEws8HMkEolwd3cXffv2FfHx8QVd6jxmzJghnJychI2NjQgLCxPjxo3TK3g+fvy48Pf3FxYWFsLX11esXbtWeHl5ifnz5+v2+eOPP4SPj48wMzPTnWdCQoIIDg4WlpaWwsPDQyxevLjQAnAWPBMV4nGxcdq2GeKbmCti2cx39QqX/b/YLr7YfFacu52a5z0sXDa+4hQ8S4R4akhfE/J0zc+lS5eQmpqap8VDpVIhJSUFzs7Oum7ZRBUJ72Gi/CnVWkSfT0Lmjki8mfoTsoUZFBI1Fmp640qDcLzZvDpe8nGCmeyZThdGGLyW8pdbtpLf9/fzmGzyk6uwi8cvDqroeA8T6buS/BCrj9zA+uO3cC8jp6PARcUgKCRqaKTmyBh3B3YW/LdSERQn+WHND5GBGjZsWODgi99++y0GDhxYxhERUWEylWpsOXUHq4/cwNFr/+nWu9gq8JXb31DcyClclmmUsDs0n3U7JoDJD5GB/vrrL6hUqny3ubq6lnE0RCaskEdQYtdsJKVmYqEmFH+evI30bDWAnN5awXVd0C/AA8FJyyGL/Y6FyyaIyQ+Rgby8vIwdAhEB+fbYepCpxL+/T0Xz+G+wQhWKlZqcAUC9qlqhb4AHQpvXgIudRU6iEzuz3PbGpdLF5KcITLwsiiow3rtUqT2VrFy7l4Evs3ui9rkofChbi3mqUHwnCcUbzdzRx98DrWs56g9CWNiIy7nbqdIy2eSnKCM8506tUCajQBOVgtx790WnCSEqzxJTs7BO8wYszP/FO6cW4EuxGAqZGr9YDIRzh3E47Fcd9lYFFC9zxGWTxt5ehVSLCyFw7949aDQaODg4FD50OVE5I4TAf//9B5lMhqpVq/L+pUpBqxXYH38Pvxy8ih3nk6HR5nyFXVIMgvzxVBPSKSlGjpLKAnt7lRKJRIIqVaogJSUlz9QDRBWBRCJh4kOVQmqmCmuP3cCKQ9eRcDdDt76ltyOm2m+G/OJTU02Uk/kTqfxi8vMcZmZmcHNzg1qtNnYoRAYzMzNj4kPlXyG9tu788RlO37iPUXc6IludM5WLjcIMbzavjoGtvVDnwhIgZjF7bJFBmPwUgUQi4QBxRESl5ZleW4+UGvx58jZUMbMwMPNX/KYKRbZGi3puthgU6I0eTavBWmFW7udPpPKLyQ8RERnXUwnLrovJ+OD2awhTrcHH5uuwQNMbN5uMxO+tPdHc04E9tqhEsOC5GAVTRERUPGqNFjvOJ+HXg9fRLOE7fGy+TjfP1uGa76H2m5+hqo3C2GFSOcSC5xdQlK7uRERUOpLSsrDq8A2sPHwdiWlZAIB9kl74AJugkKggZHK0DJtl5CipsmLLD1t+iIjKzPHr/+HHvQnYeiZR1029qrUcfQI88C7Wwf7gXEAmBzTK/B9pET3Glh8iIjKuQnpsaWJm40pSKsbf64K4Gw906wO8HfBWay90bOQGxb55QMxc9tqiMsHkh4iIii+febb+y1Di0trJaHV1KTarQhGneQC5TIoeTathcFtvNKxmn7M/e21RGWPyQ0RExfdUsnIvPRvzlD3hemIhRktz5tlaadkfH7X2woBWnnC2faaAmb22qIyx5oc1P0RExabVCsReTsH9v77Am6k/6Xps/WI5EFYhk9DVzx0KM5mxw6RKhDU/RERkFJlKNX4/fgvL9iXg35QMAB3QVbECisfzbL01LoqjjFO5w+SHiIgMdvvBI/x04CpWHrqOtKyc6X9sFWZYVH07FLefmmdr91zW61C5w+SHiIhyFNJjC7FzAK0Gx2u/ix/2JmDbU13VvapaYUgbb/TPWg3Fnv+xxxaVe0x+iIgoRz49tgBAu2s2pLtmYpXN25jw937d+ja1q2Jo25oIrucC2Z65wJ5I9tiiCsFkkx+O8ExE9IxnkhVl2zG4vHYyGl5cjHmqUCy620nXVX3oSzVR3/2pIlP22KIKhL292NuLiEiPMnoW5HsioYQZ5FBjnioUy8z6YGBrTwxtWxOudhbGDpGIvb2IiKj47qZn46f9V/HzgeY4/LiruhJmsHptEva39oSdhbmxQyQqEUx+iIhM3PV7mfhuTzzWHr2JbLUWo2TroTBXQyM1h1yrwnuS3wEL1utQ5cHkh4jIRJ25lYqlsfH46/QdPO64hRmOf2Fg5jpo202CrN149tiiSonJDxFRZfKc7upCq8Z+jxFYGhuPPZfv6jYF1XHG5w5/wfPkr0DwJ5CyxxZVYkx+iIgqk+d0V19h+RY+/fsQAEAmlaBrE3f83yu10aCaHRATzR5bZBKY/BARVSbPtNSoXxqDi2ue6q6e1RkW5lL0C/DEsJdqwsPR6sl7gyc+/7hElQCTHyKiyiZoHDRaAVnMDGhjZqPh4+7qvyj6YnSgN8LaeMPRWm7sKImMhskPEVElolRrsf74TUQdCcCOZ7qr7w30go2Cv/aJ+K+AiKgSyFZrsO7YTXwTE49bDx496a4uMYdcPO6uruCjKyKgkiQ/3t7esLOzg1QqhYODA2JiYowdEhFRmchSabDm6A0s2RWPO6lZAIAJVn/gXe06qF6ZCPNXJ7C7OtEzKkXyAwD79++HjY2NscMgIioZz+myrlar8KvFACyJjUdSWjYAwNVOgSUe0WgevwoI/gTm7K5OlK9Kk/wQEVUaMZHA9f1Awu6c5aeSFc2yrpBd24Pvpf0wK/McAMDd3gLvt6uN3v4esNh7BPBkd3WiwkiNHcDu3bvRrVs3VKtWDRKJBBs3bsyzT1RUFLy9vWFhYYFWrVrh8OHDetslEgmCgoIQEBCAFStWlFHkRESlRCrLSXxqvpLTWhM7B5lKNW4uCIHs2h7s0zTArMzuqF7FEjPeaIRdY9vh7UBvWJjLcrqrF9SyEzSu8O7sRCbC6C0/GRkZ8PPzw9ChQ9GrV68821evXo2IiAgsXboUrVq1woIFC9ChQwdcvHgRLi4uAIC9e/eievXquHPnDkJCQtC4cWM0adKkrE+FiKhkPPWYSu31MsxiZkARE4ka0GKfpgEm2M7ArHY+6NW8BuRmRv8/LFGFIxFCCGMHkUsikWDDhg3o2bOnbl2rVq0QEBCAxYsXAwC0Wi08PDwwatQoTJgwIc8xxo4di4YNG2Lw4MH5fkZ2djays7N1y2lpafDw8EBqairs7OxK9HyIiF6UUq3F2VWfoNmVbyAEIJEAGkjxe9dTeKNZdZjLmPSQaUtLS4O9vf0LfX+X6389SqUSx44dQ0hIiG6dVCpFSEgIDhw4ACCn5ejhw4cAgPT0dOzcuRMNGzYs8JiRkZGwt7fXvTw8PEr3JIiIDKDRCvx+7CZenbcLb5x5CWohhUQCCAAyaNEnYyUTH6JiMvpjr8LcvXsXGo0Grq6ueutdXV1x4cIFAEBSUhLeeOMNAIBGo8Hw4cMREBBQ4DEnTpyIiIgI3XJuyw8RkTEJIfD32STM++ciLienAwDWWM6EmdBCSGSQCM2TGiCAPbaIiqFcJz9FUatWLZw8ebLI+ysUCigUilKMiIjIMHsv38Xcvy/g5M1UAIC9pTm22M9BjQdngJqvQBL255OxepgAERVbuU5+nJycIJPJkJSUpLc+KSkJbm5uxTp2VFQUoqKioNGw2ycRlaJCxuu5/cdnOHA5GR+ndAYAWMllGPZSTYRL1+d0Wa/5ChD2Z87OT4/VU/MVdlknKoZy/eBYLpejRYsWiI6O1q3TarWIjo5GYGBgsY4dHh6Oc+fO4ciRI8UNk4ioYFKZrrt6rouJD7Fx4WhUO/4Vrt7PglwmxZC23ogdG4yPX68LCxmA4E+eJD65gsblrPdswy7rRMVg9Jaf9PR0XLlyRbeckJCAuLg4ODo6wtPTExEREQgLC4O/vz9atmyJBQsWICMjA0OGDDFi1ERERfRUi82DTCWmp3VFjdOLEGG2Dl+pQ5HU7APsbO+LGg5WT95TWGLDR11ExWb0ru67du1CcHBwnvVhYWFYvnw5AGDx4sWYO3cuEhMT0bRpU3z99ddo1apVsT736cdely5dYld3Iio1yWlZOP3bJ2if+D2yH8+0/qfjENTv9wV8XDgtD9GLKE5Xd6MnP8ZWnItHRFSY1EwVlsTGY/n+BGSptLioGASFRA2tVA7plBRjh0dUoRXn+9voj72IiCobpVqLXw9ew8Loy0h9pAIARFb9C4oMNSCTQ6pR5tQA8REWkVGYbPLD3l5EVNKEEPjnXBIi/zqPq/cyAQB1XW3xjccO1D7za06xctC4J93WASZAREbAx1587EVEz1NId3XEzgG0Gpyp8z4+33wOhxLuAwCcbBQY83od9MlcCemumU8Sn6ffFzMj73oiKhI+9iIiKk253dWBfBOYrc5D8f4/eyEEoDCTYvjLtfBuu9qwUZgBMdr8E5zcZY7XQ1TmmPwQET3P0wMMPl5WRs+CfE8kFmp7Y/6NnPkH32hWHWM71EW1KpZP3stu60TljskmP6z5ISKDPJUAaWLnQK5VYZ4qFIs0b6CltyM+6VIffh5VjBoiERUNa35Y80NERbTvyl0E/FoXcqiRLczwus06TOxUDx0aukEikRg7PCKTwpofIqJSdCU5HZF/nUeDy0vR1lwNJXIGKoz2PwSzRnkHaSWi8q1cz+1FRGRM99KzMWXTGXRYsBsNLi/Fx+brsNN9ODLG3gGCP4FZbKTenF1EVDGYbMsPa36IqCBKtRbL9ydg0c4reJilxijZenxsvg73W47Bq50n5+yUTxE0EVUMrPlhzQ8RPWXP5RRM/eMs/k3JAAA0rGaHpTX+gUdV20LH+eEs60RlizU/RERFUchghWl/z8Cei4kIv90RQM4gheM71sWbzWtAKn254GOyxYeowmHyQ0SmI5/BCpVqLU78OhGtri7FBVUopBIgrI03PnqtDuwszI0YLBGVFiY/RGQ6nqnT2VNtCC6vnYKhyt8wTxWKgx7DsKVHI9R35yNwosqMyQ8RmZagcUjLUsEuZgZaitl4WaLGEmk/1HxzMiKaVed4PUQmwGSTH/b2IjI9SrUW3+/9F4v2tkCcNGesHrXEHAPHLeYjLiITwt5e7O1FZBKe7sWV23VdK5VDqlVyZnWiCoi9vYiICnD7wSN8seUc/jqdCAAYb/UH3tOug2g3CdJ243UzswNgAkRkIpj8EFGlpHvEFX0Fj1QaSCXADzVjEHx7FRD8CSS5iQ4HKyQyOUx+iKjSeXagwgBvB0zv0Qj1L5wC6ubziCt3WcsaQCJTwOSHiCqWQgYqzPhnJnZdSET47Q4AcgYqnNS5Ht7I7cXlXsgozGzxITIZTH6IqGLJZ6BCIQTOrvwUjS4t5kCFRPRcJpv8sKs7UQX1TI3O9UYjcein8eid9jPmqUKx03Uw/nizCRpVtzdikERUnrGrO7u6E1VImpjZkMXOhFKYQS5RY6GmNxQhE/HOSzVhJpMaOzwiKmXs6k5EJuXc7TRMONsWa0XOQIUqmKPH6IXwdrI2dmhEVAHwv0dEVGFkqTSY+/cFdF+8F0F3lkEhUUMjNYc5VPA+G2Xs8IiogmDLDxFVCIf+vYeJ60/j37tPRmhObzMeNq9P4kCFRGQQJj9EVK6lZakwa+sF/HboOgBggtUfeFe7Dgj+BDYcqJCIXgCTHyIqt/45m4jJm84gKS0bANC/pQcG23oAcg5USEQv7oWTn8zMTFy/fh1KpVJvfZMmTYodFBGZgEIGK0z/ZyZiL9xB+O2OAADvqlaI7NUEgbWrAijkdwxbfIioCAxOflJSUjBkyBBs3bo13+0cN4eIiqQIgxXKpBIMf7kWPgzxhYW5zIjBElFlYnDy8+GHH+LBgwc4dOgQ2rVrhw0bNiApKQlffPEF5s2bVxoxElFl9Eydzo3GI3Fw+ZPBCmPcBmNTLw5WSEQlz+DkZ+fOndi0aRP8/f0hlUrh5eWF1157DXZ2doiMjESXLl1KI84SxxGeicqBoHEQQkASMwOuO2ej9+PBCm1en4iNHKyQiEqJwb9ZMjIy4OLiAgBwcHBASkoKAKBx48Y4fvx4yUZXisLDw3Hu3DkcOXLE2KEQmay76dkYcb09sh+P0qyCGXqMXoj/C6rNxIeISo3Bv13q1q2LixcvAgD8/Pzw7bff4tatW1i6dCnc3d1LPEAiqpz+OZuIDvN3o97FJTmDFUrMYQ41ByskolJn8GOv0aNH4/bt2wCAqVOnomPHjlixYgXkcjmWL19e0vERUSXzMEuF6X+ew9pjN3WDFSb7fwyXrlM4WCERlQmDk5+33npL9/cWLVrg2rVruHDhAjw9PeHk5FSiwRFR5XLw33v4eM1J3HrwCB+YrUeE2TqogybCJXhCzg4crJCIykCRk5+MjAyMGTMGf/zxB5RKJdq3b49FixbB2dkZzZs3L80YiaiCy1JpMO+fi/h+bwKEADwcLdHXtzrg+AnMOFghEZUxiRBCFGXHiIgIfPfddxg4cCAsLCywcuVKtG3bFhs2bCjtGEtVWloa7O3tkZqaCjs7O2OHQ1TpnLmViog1cbiUlA4A6BfggU+7NoCNggPME9GLK873d5F/+2zYsAHLli1D7969AQCDBg1C69atoVarYWbGX2JEJquAkZrVGi2O/TIRh+JTcEn1Jpxs5JjVqwlCGrgaKVAiohxF7u118+ZNtG3bVrfcokULmJub64qfichE5Y7UHDtHt+rq3Qys/WoUWl1dCpVWgo4N3fD3h68w8SGicqHITTZarRbm5ub6bzYz4yCBRKbuqSJlIQRWWPTD/b++wAfSNVgs+sC711RENK8OiURi3DiJiB4rcvIjhED79u31HnFlZmaiW7dukMvlunUVaaBDIiohQeOQnq2Gza6Z6C3mQCFVY43tILwxbA6qV7E0dnRERHqKnPxMnTo1z7oePXqUaDDFkZmZifr166N379748ssvjR0OkUn56/QdTDroj0PCTDdgYehHX0MqZWsPEZU/xUp+ypMZM2agdevWxg6DyKRkqTSYvvkcfjt0HaNk66EwV0MrlUOmVQJ75nKcHiIqlyrF5DmXL1/GhQsX0KlTJ2OHQmQyriSno2fUPvx26Do+MMsZqVkTNAnSKSlA8Cd5iqCJiMoLoyc/u3fvRrdu3VCtWjVIJBJs3Lgxzz5RUVHw9vaGhYUFWrVqhcOHD+ttHzNmDCIjI8soYiJaf/wmui/eiwuJDzHeahMizNYBwZ9AFjw+Z4egcUyAiKjcMnryk5GRAT8/P0RF5T+Z4erVqxEREYGpU6fi+PHj8PPzQ4cOHZCcnAwA2LRpE+rUqYM6deqUZdhEJilTqcaYtScRseYkMpUatKldFYNaeuQkOvmN1Bz8CUdqJqJyp8gjPJcFiUSCDRs2oGfPnrp1rVq1QkBAABYvXgwgp8u9h4cHRo0ahQkTJmDixIn49ddfIZPJkJ6eDpVKhY8//hhTpkzJ9zOys7ORnZ2tW05LS4OHhwdHeCZ6jguJaQhfcRzxKRmQSoAPQ+ogPNgHMhY1E5ERlMkIz8agVCpx7NgxTJw4UbdOKpUiJCQEBw4cAABERkbqHnktX74cZ86cKTDxyd3/s88+K93AiSqSAkZoBgDEzoHQqrHK+i1M++MsstVauNopsLBfM7SuVbXsYyUiKgEl+tjr559/Rnx8fIkd7+7du9BoNHB11R8V1tXVFYmJiS90zIkTJyI1NVX3unHjRkmESlRx5TNCM4Cc5ZgZ2HImBRPXn0a2WougOs7464OXmfgQUYVWoi0/gwcPhrm5OUaMGIFFixaV5KGL/PnPo1AooFAoSj8YooriqRGadcuPE58fzPvj81shkEklGNuhLka8XItj9xBRhVeiyY9Wq0VCQgK2bt1aIsdzcnKCTCZDUlKS3vqkpCS4ubkV69hRUVGIiori9BxEgP4UFbvnQqJRYoGmNxZkdUP1Kpb4un8ztPByMG6MREQlpMR7e9WsWRPvv/9+iRxLLpejRYsWiI6O1q3TarWIjo5GYGBgsY4dHh6Oc+fO4ciRI8UNk6hyCBoHIZNDolEiW5hhgeoNvNbAFVs+eImJDxFVKi/U8hMfH49ly5YhPj4eCxcuhIuLC7Zu3QpPT080bNjQoGOlp6fjypUruuWEhATExcXB0dERnp6eiIiIQFhYGPz9/dGyZUssWLAAGRkZGDJkyIuETkQFuP3HZ6j2OPFRSNRY33Avmr01kxOSElGlY3DLT2xsLBo3boxDhw5h/fr1SE9PBwCcPHnyhabAOHr0KJo1a4ZmzZoBACIiItCsWTNdj62+ffviyy+/xJQpU9C0aVPExcVh27ZteYqgDRUVFYUGDRogICCgWMchqui0WoEjP01AteNfYZ4qFK9Zr0Niiwg0j/8Gkt1zjR0eEVGJM3icn8DAQPTu3RsRERGwtbXFyZMnUatWLRw+fBi9evXCzZs3SyvWUlGccQKIKrr/MpSI+W4MeqX+hHmqUPzbMByRvRrDzsJcV/Sc7wCGRERGVqbj/Jw+fRq//fZbnvUuLi64e/euoYcjIiM5dzsNI345itCHD7FA0hvu3acgoqXHk8dcuQkPR2gmokrG4OSnSpUquHPnDmrWrKm3/sSJE6hevXqJBVba2NuLTNkfJ29j3LqTyFJpsd5xEJa+1QINquXzPye2+BBRJWRwzU+/fv0wfvx4JCYmQiKRQKvVYt++fRgzZgwGDRpUGjGWCvb2IlOk1mgx86/z+GDlCWSptHiljjP+GNk2/8SHiKiSMrjlZ+bMmQgPD4eHhwc0Gg0aNGgAjUaDAQMG4NNPPy2NGImoKJ4zTcWjbCWGX38Ne6/kPJ5+r11tjHm9LufmIiKTY1DyI4RAYmIivv76a0yZMgWnT59Geno6mjVrBl9f39KKkYiKIneaCkA/AXpcuLzCvD/2PrwLS3MZ5vZugq5NqhknTiIiIzM4+fHx8cHZs2fh6+sLDw+P0oqr1LHmhyqdQqapWKjtjfkPu8HT0Qrfvt0C9d35mIuITJfBXd0bNmyIH374Aa1bty6tmMoUu7pTpfM44ckdrXmeKhSLNL3wsq8TFvVvhipWcmNHSERUbMX5/ja44HnWrFkYO3Yszpw5Y+hbiagsPDNNxSJNL/xfUC0sH9KSiQ8REV6g4HnQoEHIzMyEn58f5HI5LC0t9bbfv3+/xIIjIsOlbJ4O56emqdjW7ADqdepi7LCIiMoNg5OfBQsWlEIYZY81P1QZXVz9KeqeX4R5qlBstB+I9Q32ot7ReUCsHcfsISJ6zOCan8qGNT9UGWi0Avt+HIdXbn6HeapQxNUa8aS+h9NUEFElVKbTW1y/fr3Q7Z6enoYekoiK4UGmEqNWnkCLq3dxRIRC2XYMlnWoCzPZ45I+TlNBRKTH4JYfqVT6ZO6ffFS0x0hs+aGK7EJiGkb8fAzX72fC0lyGOaFN0M2P4/cQUeVXpi0/J06c0FtWqVQ4ceIEvvrqK8yYMcPQwxHRC/rr9B18vOYkHqk0qOFgie/e9uc0FURERWBw8uPn55dnnb+/P6pVq4a5c+eiV69eJRIYEeVPCIElsfGYs+0iAOAln5zxexys2Y2diKgoDE5+ClK3bt0KNUkoe3tRufSc+bk0GjU++a8rVh25AQAY2rYmJnWu96S+h4iInsvg5CctLU1vWQiBO3fuYNq0aRVqfq/w8HCEh4frnhkSlQvPmZ9rg90grEq+AakEmNqtIcLaeBslTCKiiszg5KdKlSp5Cp6FEPDw8MCqVatKLDAik1TI/Fw/WwzElOSOsDSXYVH/Zghp4Gq8OImIKjCDk5+YmBi9ZalUCmdnZ/j4+MDMrMSeohGZrqcToN1zAY0S38r6IfJBFzjbKvBjWAAa12BrJRHRi+Igh+zqTuXV586ARgmlMEOd7J9Rx9UGPw4OQA0HK2NHRkRkdGU6selPP/2ELVu26JbHjRuHKlWqoE2bNrh27ZqhhyOi/MTOAR7PzyWXqDHXZRvWvdeGiQ8RUQkwOPmZOXOmbjLTAwcOYPHixZgzZw6cnJzw0UcflXiARKZGu2s2EDMD81ShqJv9M/52HobeaT/D7tB8Y4dGRFQpGFykc+PGDfj4+AAANm7ciNDQUIwYMQJt27ZFu3btSjq+UsOu7lQeqXbOgvnuSMxThWKRphc+fq0OXn+1M7DbLf9eYEREZDCDkx8bGxvcu3cPnp6e+OeffxAREQEAsLCwwKNHj0o8wNLCru5U3txLz8aOo9dwUxWKbxGKBX2boGez6jkbOT8XEVGJMTj5ee211/DOO++gWbNmuHTpEjp37gwAOHv2LLy9vUs6PiKT8G9KOgYvO4Lr97vC3tIcP7/dAq1rVdXfiS0+REQlwuCan6ioKAQGBiIlJQW///47qlbN+QV97Ngx9O/fv8QDJKrsDifcR68l+3H9fiY8HC3x+3tt8iY+RERUYtjVnV3dyYg2xd3C2LWnoNRo0dSjCr4P84eTjcLYYRERlXtl2tV927Zt2Lt3r245KioKTZs2xYABA/Dff/8ZejgikySEQFTMFYxeFQelRouODd2wcnhrJj5ERGXA4ORn7Nixuvm9Tp8+jY8//hidO3dGQkKCrviZyOTFROaM1ZMPTcxs7PjmI8z9O2dW9uEv18Q3A5vDUi4rywiJiEyWwQXPCQkJaNCgAQDg999/R9euXTFz5kwcP35cV/xMZPIKmKA0tyv7KVUopBJgWveGGBTobZwYiYhMlMHJj1wuR2ZmJgBgx44dGDRoEADA0dExz4zvRCYrnwlKs6NnQbEnZwyf7ySh+O7t5pyclIjICAxOfl566SVERESgbdu2OHz4MFavXg0AuHTpEmrUqFHiARJVWE8lQGL3XCg0SsxThWKZWR/8HOaPVuzRRURkFAbX/CxevBhmZmZYt24dlixZgurVcwZh27p1Kzp27FjiAZaWqKgoNGjQAAEBAcYOhSqzoHEQMjkkj+fp+lXRFyuHt2biQ0RkROzqzq7uVIpSt30B+4NzkS3MoJCocS9gDKp2mWzssIiIKrwy7eoOAPHx8fj000/Rv39/JCcnA8hp+Tl79uyLHI6oUrq35XPYH5yLeapQvGa9Dqmtx6LqkS8L7AVGRERlw+DkJzY2Fo0bN8ahQ4ewfv16pKenAwBOnjyJqVOnlniARBVR0p/TUfXIl5inCsXfToOw7t1A2Hf8FAj+JKcImgkQEZHRGFzwPGHCBHzxxReIiIiAra2tbv2rr76KxYsXl2hwRBXRoX/v4djRa3ikDsVu9yFYPaQlHKzlORs5QSkRkdEZnPycPn0av/32W571Li4uuHv3bokERVRRxVxIxru/HkO2uhda13LEirAA2Cie+WfGCUqJiIzK4MdeVapUwZ07d/KsP3HihK7nF5Ep2nzqNob/fBTZai3a13PB8iEt8yY+RERkdAYnP/369cP48eORmJgIiUQCrVaLffv2YcyYMboBD4lMzarD1zFq5QmotQLd/aph6dstYGHO6SqIiMojg5OfmTNnol69evDw8EB6ejoaNGiAV155BW3atMGnn35aGjESlWvf7/kXE9afhhDAgFaemN+3KcxlL9SRkoiIyoBB4/wIIXDjxg04Ozvj7t27OH36NNLT09GsWTP4+vqWZpylhuP8UKFiInPm6cqnTkfsmo2DV5LR/8qrAID/C6qFCR3rQSKRlHWUREQmpzjf3wYVJAgh4OPjg7Nnz8LX1xceHh4GfRhRhVPABKXaXbMh3TUT+1WhAICxHeoiPNjHGBESEZGBDGqbl0ql8PX1xb1790orHoM9ePAA/v7+aNq0KRo1aoT//e9/xg6JKpOgcXnG5tHE5CQ+81ShWKTphc97NGTiQ0RUgRg8vcWff/6JOXPmYMmSJWjUqFFpxVVkGo0G2dnZsLKyQkZGBho1aoSjR4+iatWizZ3Ex15UJLFzciYofTxP1zxVKL4Rb+LL3k3wRjNO6EtEVNbK7LEXAAwaNAiZmZnw8/ODXC6HpaWl3vb79+8beshikclksLKyAgBkZ2dDCAETn66MSkPQOIjdc3UTlH6LUHwzsBk6NHQzdmRERGQgg5OfBQsWlGgAu3fvxty5c3Hs2DHcuXMHGzZsQM+ePfX2iYqKwty5c5GYmAg/Pz8sWrQILVu21G1/8OABgoKCcPnyZcydOxdOTk4lGiOROmYWzB4nPgqJGttbHIRXw07GDouIiF6AwclPWFhYiQaQkZEBPz8/DB06FL169cqzffXq1YiIiMDSpUvRqlUrLFiwAB06dMDFixfh4uICIGfgxZMnTyIpKQm9evVCaGgoXF1dSzROMl3qmNkwi43EPFUovpf2xj8tDsIrbj5Q1ZqjNRMRVUAvNPysRqPBhg0bcP78eQBAgwYN0KNHD5iZGX64Tp06oVOngv8H/dVXX2H48OEYMmQIAGDp0qXYsmULfvzxR0yYMEFvX1dXV/j5+WHPnj0IDQ3N93jZ2dnIzs7WLaelpRkcM5kOTcxsmMXmFDd/JwnFsjB/ePh0BBys8u0FRkRE5Z/BI7GdPXsWderUQVhYGDZs2IANGzYgLCwMvr6+OHPmTIkGp1QqcezYMYSEhDwJWCpFSEgIDhw4AABISkrCw4cPAQCpqanYvXs36tatW+AxIyMjYW9vr3uxuz4VRK3RYtvpW5inCsW3klD8b5A/2vg8fqSa2wuME5QSEVU4BjfVvPPOO2jYsCGOHj0KBwcHAMB///2HwYMHY8SIEdi/f3+JBXf37l1oNJo8j7BcXV1x4cIFAMC1a9cwYsQIXaHzqFGj0Lhx4wKPOXHiREREROiW09LSmABRHhqtwMdrT2LT7Q4wl0nw3Vst8EodZ/2d2OJDRFQhGZz8xMXF6SU+AODg4IAZM2YgICCgRIMripYtWyIuLq7I+ysUCigUitILiCo8rVZg3LpT2BR3G2ZSCaIGNEdwPRdjh0VERCXE4MdederUQVJSUp71ycnJ8PEp2YHenJycIJPJ8nxeUlIS3NyK18U4KioKDRo0MErCRuWXViswacNp/H78JmRSCRb1b4bX2Z2diKhSMTj5iYyMxAcffIB169bh5s2buHnzJtatW4cPP/wQs2fPRlpamu5VXHK5HC1atEB0dLRunVarRXR0NAIDA4t17PDwcJw7dw5HjhwpbphUSQghMOWPM1h15AakEmB+36bo1Njd2GEREVEJM/ixV9euXQEAffr00U3gmDuoYLdu3XTLEokEGs3zi0HT09Nx5coV3XJCQgLi4uLg6OgIT09PREREICwsDP7+/mjZsiUWLFiAjIwMXe8vopIghMD0zefw68HrkEiAeX380N2vmrHDIiKiUmBw8hMTE1OiARw9ehTBwcG65dxi5LCwMCxfvhx9+/ZFSkoKpkyZgsTERDRt2hTbtm0r9jg+UVFRiIqKKlKCRpWbEAKRWy9g2b6rAIDZb3LKCiKiyszgub0qG87tZQJiInNmZ8+nd5bYNRv7LydjYPyrAICZbzTGgFaeZR0hEREZqDjf3wbX/BBVOFKZ3qzsOrFzINk1EwevPgAATO/RkIkPEZEJeKERnisDPvYyIbktPk+PyPx4lvZ5qlAs0vTCp13qY1Cgt9FCJCKissPHXnzsZToeJzyQyQGNUpf4TOhUD+8G1TZ2dEREZIAye+wlhMD169eRlZVl0IcQlQtB43SJT7YwwyJNL4x5vQ4THyIiE2Nw8uPj44MbN26UVjxEpSd2ji7xUUjUWFEnFiNf9TV2VEREVMYMSn6kUil8fX1x79690oqnzHCEZxPzVI1P3eyfsafGCLS9/m3eImgiIqr0DO7tNWvWLIwdO7bEZ3Avaxzh2YQ8U9w8/OWaeGnYnJxZ2fPrBUZERJWawb29Bg0ahMzMTPj5+UEul8PS0lJv+/3790ssOKKScDUlDRvUvbFI8wYGt/HGpM71c0Ynz+0FpmWPPyIiU2Jw8rNgwYJSCIOodJy88QD9T72ETLUGPZtWw5SuDXTTsgDId+BDIiKq3AxOfsLCwkojjjLHcX4qv6t3MzB0+RFkKjV42dcJc0L9IJVKnv9GIiKq1F5onB+NRoONGzfi/PnzAICGDRuie/fukMlkJR5gaeM4P5VTysNsvLlkP67fz0Sj6nZYNSIQNgqTHdOTiKjSKc73t8HfBleuXEHnzp1x69Yt1K1bFwAQGRkJDw8PbNmyBbVrc8wUMq6MbDWGLj+C6/cz4eFoiR8HBzDxISIiHYN7e33wwQeoXbs2bty4gePHj+P48eO4fv06atasiQ8++KA0YiQqMqVai3d/PYbTt1LhaC3Hz0NbwcXWwthhERFROWLwf4djY2Nx8OBBODo66tZVrVoVs2bNQtu2bUs0OCJDCCEw4fdT2HP5LizNZfhxcABqOlkbOywiIipnDE5+FAoFHj58mGd9eno65HJ5iQRFlK+YyJwZ2vProRU7B/suJWF9/KuQSSX45q3maOpRpcxDJCKi8s/gx15du3bFiBEjcOjQIQghIITAwYMH8e6776J79+6lEWOp4AjPFZBUlv+ghI8HMTx09QEAYFavxgiu61L28RERUYVgcG+vBw8eICwsDH/++SfMzc0BAGq1Gt27d8fy5cthb29fKoGWFvb2qmByZ2YP/iSnBejx8lfqUHyt7oWxHeoiPNjH2FESEVEpK8739wt1dQeAy5cv4/z585BIJKhfvz58fCrmFw6TnwooNwF6PEP7Ak1vLFC9gUGBXvise0P9QQyJiKhSMkryA+QUmAKo0F82TH4qqM+dAY0SSmGGOtk/o1MjNywe0BwyDmJIRGQSivP9bXDNDwD88MMPaNSoESwsLGBhYYFGjRrh+++/f5FDERkudk5O4gMzyCVqzHbaivl9mzLxISKiIjG4t9eUKVPw1VdfYdSoUQgMDAQAHDhwAB999BGuX7+O6dOnl3iQRDqPH3ktkw/AZ2ld8Zn9ZoSl/wLs9+Q8XUREVCQGP/ZydnbG119/jf79++utX7lyJUaNGoW7d++WaICljY+9KpDHic9K67cx8V4nuNtbYP37beAet0i/CJqIiCq9Mp3eQqVSwd/fP8/6Fi1aQK1WG3o4o+HEphWPVqPGHw6DMfHO67CzMMNPQ1vC3d7yScKj5c+SiIiez+CWn1GjRsHc3BxfffWV3voxY8bg0aNHiIqKKtEASxtbfioGIQQmbTiDlYevQ24mxa/DWqFlTcfnv5GIiCqlMm35AXIKnv/55x+0bt0aAHDo0CFcv34dgwYNQkREhG6/ZxMkohf1dfQVrDx8HRIJ8HW/pkx8iIjohRmc/Jw5cwbNmzcHAMTHxwMAnJyc4OTkhDNnzuj2q8jd36l8WXX4OubvuAQAmN6jETo2cjdyREREVJEZnPzExMSURhxE+dp7+S4+2ZiTVI8M9sHbrb2MHBEREVV0LzTOD1FZuHo3A+G/HYdGK9CrWXV8/HodY4dERESVwAvV/Bw9ehRr1qzB9evXoVQq9batX7++RAIj0/YwS4XhPx9F6iMVmnpUwcxejfkolYiISoTBLT+rVq1CmzZtcP78eWzYsAEqlQpnz57Fzp07K9ykplQ+abUCH62Ow+XkdLjaKfDd2y1gYS4zdlhERFRJGJz8zJw5E/Pnz8eff/4JuVyOhQsX4sKFC+jTpw88PT1LI0YyMfO2X8SO88mQm0nx3dv+cLGzMHZIRERUiRic/MTHx6NLly4AALlcjoyMDEgkEnz00Uf47rvvSjxAqmRiInNGas5P7BxcXDUJUTE5vQhnv9kYfh5Vyi42IiIyCQYnPw4ODnj48CEAoHr16rru7Q8ePEBmZmbJRleKoqKi0KBBAwQEBBg7FNMileVMRfFsAvR46opt55IBAP/3Si280ayGEQIkIqLKzuCC51deeQXbt29H48aN0bt3b4wePRo7d+7E9u3b0b59+9KIsVSEh4cjPDxcN0IklZHcqShiZjxZfpz4fCfrh/lZ3dGurjPGdaxnvBiJiKhSK/L0FmfOnEGjRo1w//59ZGVloVq1atBqtZgzZw72798PX19ffPrpp3BwcCjtmEsUp7cwkscJD2RyQKPUTVZay9kaG8Pbws7C3NgREhFROVac7+8iJz9SqRQBAQF455130K9fP9ja2r5QsOUNkx8j+twZ0CihlpjD59FPsLUww6bwtqjlbGPsyIiIqJwrzvd3kWt+YmNj0bBhQ3z88cdwd3dHWFgY9uzZY3CwRAByWn40Smgk5jATKnxgth6LBzRn4kNERKWuyMnPyy+/jB9//BF37tzBokWLcPXqVQQFBaFOnTqYPXs2EhMTSzNOqkweP/K61uRD1Mn+GfNUoYgwW4egO8uMHRkREZkAg3t7WVtbY8iQIYiNjcWlS5fQu3dvREVFwdPTE927dy+NGKkyeZz4PGg1Ft1Pt4VGK3DLbxREu0n59wIjIiIqYS80vUUuHx8fTJo0CV5eXpg4cSK2bNlSUnFRZaXVIPvliehzKhCpj9Jzpq54ozEk5k0BiQTQaowdIRERVXIvnPzs3r0bP/74I37//XdIpVL06dMHw4YNK8nYqBLSBk1A+C/HcCkpCS62Cnz79NQVud3giYiISpFByc/t27exfPlyLF++HFeuXEGbNm3w9ddfo0+fPrC2ti6tGKkS+Wr7Jew4n5QzdcUgf7hy6goiIipjRU5+OnXqhB07dsDJyQmDBg3C0KFDUbdu3dKMjSqZP0/exuKYKwBypq5oyqkriIjICIqc/Jibm2PdunXo2rUrZLLyM8P2jRs38PbbbyM5ORlmZmaYPHkyevfubeyw6BlnbqVi7LqTADh1BRERGVeRBzksr+7cuYOkpCQ0bdoUiYmJaNGiBS5dulTkx3Ac5LD0pTzMRo/Fe3E7NQvt6jrjh7AAyKQSY4dFREQVWHG+v4vV26s8cHd3h7u7OwDAzc0NTk5OuH//PmuQygmlWov3fj2G26lZqOVsjYX9mjHxISIiozJ4nJ+Stnv3bnTr1g3VqlWDRCLBxo0b8+wTFRUFb29vWFhYoFWrVjh8+HC+xzp27Bg0Gg08PDxKOWoqCiEEpmw6g6PX/oOthRn+N8gf9pacs4uIiIzL6MlPRkYG/Pz8EBUVle/21atXIyIiAlOnTsXx48fh5+eHDh06IDk5WW+/+/fvY9CgQfjuu+/KImwqgl8PXsOqIzcglQCL+jdDbU5dQURE5UC5qvmRSCTYsGEDevbsqVvXqlUrBAQEYPHixQAArVYLDw8PjBo1ChMmTAAAZGdn47XXXsPw4cPx9ttvF/oZ2dnZyM7O1i2npaXBw8ODNT8l7MytVPT6Zj+UGi0mda6HEa/UNnZIRERUiZTJxKbGoFQqcezYMYSEhOjWSaVShISE4MCBAwByHq0MHjwYr7766nMTHwCIjIyEvb297sVHZC8oJrLAqSiyoyNxZPlYKDVavN7AFcNfrlXGwRERERWsXCc/d+/ehUajgaurq956V1dX3USq+/btw+rVq7Fx40Y0bdoUTZs2xenTpws85sSJE5Gamqp73bhxo1TPodKSyvKdi0vsmg3Fnlm4n6lB9SqWmBvqB4mEBc5ERFR+VPjeXi+99BK0Wm2R91coFFAoFKUYkYnInYoiZsaT5dg5kOyaiXmqUCwRb2LNgGawt2KBMxERlS/lOvlxcnKCTCZDUlKS3vqkpCS4ubkV69hRUVGIioqCRsOJNF/Y0wnQ7rmARomFmt5YpHkDkzrXRXNPB+PGR0RElI9y/dhLLpejRYsWiI6O1q3TarWIjo5GYGBgsY4dHh6Oc+fO4ciRI8UN07QFjQNkckCjhBJmmK96A8F1nfHOS6zzISKi8snoLT/p6em4cuWKbjkhIQFxcXFwdHSEp6cnIiIiEBYWBn9/f7Rs2RILFixARkYGhgwZYsSoSSd2DqBRQi0xh1yoMNH6D/TuswhSDmRIRETllNGTn6NHjyI4OFi3HBERAQAICwvD8uXL0bdvX6SkpGDKlClITExE06ZNsW3btjxF0IbiY68SEDsHiJmBs3VHosvJNvjAbD0isAo4WvvJIzEiIqJyplyN82MMnNvrBT1OfO4FjMFLBwPwSKXBmNfrYKRsQ04NUPAnTICIiKjUmPTcXmQkWg1Ur0zEgJNt8Ej1EC/5OOG9dj6AdJxuOxERUXlksskPH3sVU/BETFl/CheTbsDJRoH5fZs+mbCULT5ERFSO8bEXH3u9kE1xtzB6VRwkEuDXYa3Q1sfJ2CEREZEJqbTTW1D5lHA3A5PW54yiPSrYh4kPERFVKEx+yCBZKg3CVxxHhlKDVjUdMTqkjrFDIiIiMojJJj9RUVFo0KABAgICjB1KhTLzr/M4dycNjtZyLOzX7EmdDxERUQXBmh/W/BTZ1tN38N6K4wCAZUMCEFzXxcgRERGRqWLND5W6G/czMe73UwCA/wuqxcSHiIgqLCY/9FxKtRYjfzuOh1lqNPesgjGv1zV2SERERC/MZJMf1vwU3ZxtF3DyZirsLc3xdf9mMJeZ7G1DRESVAGt+WPNTqB3nkvDOz0cBAN+93QKvN3QzckRERESs+aFScuvBI3y89iQAYGjbmkx8iIioUjDZ6S1MXkwkIJXlPxVF7BxoNGp8cLEdUh+p0KSGPSZ0qlf2MRIREZUCtvyYKqksZ/b12Dn66x/P1r7/3/9w7Np/sFWYYXH/5pCb8VYhIqLKgS0/piq3xSdmxpPlx4nPdb+P8PahnELwWW82gWdVKyMFSUREVPJMNvnhrO7QT4B2zwU0SmS/PBEDjrYE8Aj9AjzQpYm7UUMkIiIqaeztxd5ewOfOgEYJyOT4pNFOrDh0HdWrWOLvj16BjcJk82MiIirH2NuLXlzsHF3iA40SjkcXAADmhjZh4kNERJUSkx9T9rjGB8Gf4OHY2/hO1g8fm6/DDzV3oo2Pk7GjIyIiKhX8r72peirxQdA4fLHuFFZndIfUVoJ37nwPxLrm3w2eiIiogmPyY6q0Gl3iE3MxGauP3oBEAjTuPwO4UStnOxERUSXE5MdUBU8EAKRmqjDh8WztQ9rURKtaVYFabPEhIqLKy2RrfjixaY7PNp9FUlo2ajpZY2wHztZORESVH7u6m3BX9+3nkjD856OQSoC17waihZejsUMiIiIqEnZ1J4P9l6HEpA2nAQDDX67FxIeIiEwGkx8TNe3Ps0h5mI3aztb46LU6xg6HiIiozDD5MUHbztzBprjbkEqAeX2awsJcZuyQiIiIygyTHxNzLz0bn2w4AwB4N6g2mnpUMW5AREREZYzJj4mZsuks7mUoUdfVFqNDfI0dDhERUZlj8mNC/jx5G1tO34FMKsG8Pn5QmPFxFxERmR4mPyYi+WEWJm/KedwVHuyDRtXtjRwRERGRcTD5MQFCCHyy4QweZKrQwN0OI4N9jB0SERGR0Zhs8mNKIzxviruN7eeSYC6T4MvefpCbmeyPnYiIiCM8V/gRnmMiAaks/xnYY+cg/VE22hxsibQsNT5+rQ5GtWeRMxERVXwc4dmUSWVAzAwgdo7++tg5QMwMbL9wF2lZajSubo/32tU2ToxERETlCGd1r+hyW3xiZjxZfpz4nKkzEh+dagO5TIp5ffxgJmOuS0RExOSnMng6Ado9F9AokRY4Dv33+wNQ46PX6qCOq61RQyQiIiov2BRQWQSNA2RyQKOEkMkRfjMED7PVaOpRBcNfrmns6IiIiMoNJj+VRewcQKMEZHJINEo0/fc7KMz4uIuIiOhZ/FasDB7X+CD4E9wceQ2LtH3wsfk6rKgTi9rONsaOjoiIqFxhzU9F91TiI14Zi0nLjmC3siecqyrQ798lQKxj/t3giYiITBSTn4pOqwGCPwGCxmHr6TvYfSkFcjMpWg2ZDZz1zNlOREREOkx+KrrgiQCA9Gw1pv95DgDwblBt1HSyZosPERFRPipFzc8bb7wBBwcHhIaGGjsUo/k6+jIS07Lg4WiJ9zmYIRERUYEqRfIzevRo/Pzzz8YOw2guJT3Ej3sTAACfdW8IC3OZkSMiIiIqvypF8tOuXTvY2prmIH5CCHy68QzUWoHXGrji1Xquxg6JiIioXDN68rN7925069YN1apVg0QiwcaNG/PsExUVBW9vb1hYWKBVq1Y4fPhw2QdaTm2Mu4XDCfdhYS7F1G4NjB0OERFRuWf05CcjIwN+fn6IiorKd/vq1asRERGBqVOn4vjx4/Dz80OHDh2QnJxcxpGWP6mPVJix5QIAYNSrvqjhYGXkiIiIiMo/o/f26tSpEzp16lTg9q+++grDhw/HkCFDAABLly7Fli1b8OOPP2LChAkGf152djays7N1y2lpaYYHXU589c9F3E3PRi1nawx/uZaxwyEiIqoQjN7yUxilUoljx44hJCREt04qlSIkJAQHDhx4oWNGRkbC3t5e9/Lw8CipcMvUmVup+OXgNQDA5z0aQW5Wrn+URERE5Ua5/sa8e/cuNBoNXF31i3hdXV2RmJioWw4JCUHv3r3x119/oUaNGoUmRhMnTkRqaqrudePGjVKLv7RotTlFzloBdG3ijrY+TsYOiYiIqMIw+mOvkrBjx44i76tQKKBQKEoxmtK35ugNxN14AGu5DJ92YZEzERGRIcp1y4+TkxNkMhmSkpL01iclJcHNza1Yx46KikKDBg0QEBBQrOOUtfsZSszallPk/NFrdeBmb2HkiIiIiCqWcp38yOVytGjRAtHR0bp1Wq0W0dHRCAwMLNaxw8PDce7cORw5cqS4YZapOdsu4EGmCvXcbDG4jbexwyEiIqpwjP7YKz09HVeuXNEtJyQkIC4uDo6OjvD09ERERATCwsLg7++Pli1bYsGCBcjIyND1/jIlx6//h1VHcmqUPu/ZCGaycp27EhERlUtGT36OHj2K4OBg3XJERAQAICwsDMuXL0ffvn2RkpKCKVOmIDExEU2bNsW2bdvyFEEbKioqClFRUdBoKsas5xqtwOSNZwAAbzavgQBvRyNHREREVDFJhBDC2EEYU1paGuzt7ZGamgo7Oztjh1Ogn/ZfxdQ/zsLOwgw7x7SDk03FLtomIiIqjuJ8f/O5SQWQ/DALX/5zEQAwtmM9Jj5ERETFYLLJT7nr7RUTCcTOyXfT0Z8mYph6FZrUsMeAlp5lHBgREVHlYrLJT7nr7SWVATEz8iRANzZOQ+e7P0ILKT7v0QgyqcRIARIREVUORi94pseCxuX8GTNDt6yJmQ2PuPmYpwrFPf8P4edRxWjhERERVRZMfsqTpxOg3XMh0ygxTxWKFRb9sLNDXePGRkREVEmY7GOvclfzkytoHCCTAxollMIMizS9MKFTPVSxkhs7MiIiokrBZJOfclfzkyt2DqBRQiUxh1yiRmTVrQhtXsPYUREREVUaJpv8lEuxc4CYGbja+EP4PvoJX6lD0T/jF0j3zDV2ZERERJUGa37Ki8eJjzpoIoYcaw0gAw9bRQB2dfWKoImIiKh4TDb5KXfTW2g1QPAnWKJ+Awl3L8HZVoGPXqsDWDR8sp2IiIiKjdNblKPpLW7cz0TIV7HIVmuxsF9T9Gha3ajxEBERlVec3qKS+OzPs8hWaxFYqyq6+1UzdjhERESVEpOfcmL7uSTsOJ8Mc5kEn/dsCImEIzkTERGVBpOt+Slvajtb4yUfJzSqbg8fF1tjh0NERFRpMfkpJ2o52+CXYS2h1pp0CRYREVGpM9nHXuVxhGeJRAJzmcn+SIiIiMoEe3uVo95eREREVDTs7UVERERUREx+iIiIyKQw+SEiIiKTwuSHiIiITAqTHyIiIjIpJpv8lMeu7kRERFT62NWdXd2JiIgqHHZ1JyIiIioiJj9ERERkUpj8EBERkUlh8kNEREQmhclPSYqJBGLn5L8tdk7OdiIiIjIqJj8lSSoDYmbkTYBi5+Ssl8qMExcRERHpmBk7gEolaFzOnzEzniznJj7BnzzZTkREREbD5KekPZ0A7Z4LaJRMfIiIiMoRk33sVaojPAeNA2TynMRHJmfiQ0REVI6YbPITHh6Oc+fO4ciRIyV/8Ng5TxIfjbLgImgiIiIqcyab/JSap2t8Jqfk/JlfETQREREZBWt+SlJ+xc35FUETERGR0TD5KUlaTf7FzbnLWk3Zx0RERER6OKs7Z3UnIiKqcDirOxEREVERMfkhIiIik8Lkh4iIiEwKkx8iIiIyKUx+iIiIyKQw+SEiIiKTwuSHiIiITAqTHyIiIjIpTH6IiIjIpDD5ISIiIpNi8nN75c7ukZaWZuRIiIiIqKhyv7dfZJYuk09+Hj58CADw8PAwciRERERkqIcPH8Le3t6g95j8xKZarRa3b9+Gra0tJBJJmX1uWloaPDw8cOPGDZOdUJXXIAevA68BwGuQi9eB1wAo2jUQQuDhw4eoVq0apFLDqnhMvuVHKpWiRo0aRvt8Ozs7k725c/Ea5OB14DUAeA1y8TrwGgDPvwaGtvjkYsEzERERmRQmP0RERGRSmPwYiUKhwNSpU6FQKIwditHwGuTgdeA1AHgNcvE68BoApX8NTL7gmYiIiEwLW36IiIjIpDD5ISIiIpPC5IeIiIhMCpMfIiIiMilMfkpQZGQkAgICYGtrCxcXF/Ts2RMXL17U26ddu3aQSCR6r3fffVdvn+vXr6NLly6wsrKCi4sLxo4dC7VaXZan8sKWLFmCJk2a6AamCgwMxNatW3Xbs7KyEB4ejqpVq8LGxgZvvvkmkpKS9I5Rkc8feP41qOz3QH5mzZoFiUSCDz/8ULfOFO6FZ+V3HUzhfpg2bVqec6xXr55uuyncC8+7BqZwHwDArVu38NZbb6Fq1aqwtLRE48aNcfToUd12IQSmTJkCd3d3WFpaIiQkBJcvX9Y7xv379zFw4EDY2dmhSpUqGDZsGNLT0w0LRFCJ6dChg1i2bJk4c+aMiIuLE507dxaenp4iPT1dt09QUJAYPny4uHPnju6Vmpqq265Wq0WjRo1ESEiIOHHihPjrr7+Ek5OTmDhxojFOyWB//PGH2LJli7h06ZK4ePGimDRpkjA3NxdnzpwRQgjx7rvvCg8PDxEdHS2OHj0qWrduLdq0aaN7f0U/fyGefw0q+z3wrMOHDwtvb2/RpEkTMXr0aN16U7gXnlbQdTCF+2Hq1KmiYcOGeueYkpKi224K98LzroEp3Af3798XXl5eYvDgweLQoUPi33//FX///be4cuWKbp9Zs2YJe3t7sXHjRnHy5EnRvXt3UbNmTfHo0SPdPh07dhR+fn7i4MGDYs+ePcLHx0f079/foFiY/JSi5ORkAUDExsbq1gUFBen94nvWX3/9JaRSqUhMTNStW7JkibCzsxPZ2dmlGW6pcXBwEN9//7148OCBMDc3F2vXrtVtO3/+vAAgDhw4IISonOcvxJNrIIRp3QMPHz4Uvr6+Yvv27XrnbWr3QkHXQQjTuB+mTp0q/Pz88t1mKvdCYddACNO4D8aPHy9eeumlArdrtVrh5uYm5s6dq1v34MEDoVAoxMqVK4UQQpw7d04AEEeOHNHts3XrViGRSMStW7eKHAsfe5Wi1NRUAICjo6Pe+hUrVsDJyQmNGjXCxIkTkZmZqdt24MABNG7cGK6urrp1HTp0QFpaGs6ePVs2gZcQjUaDVatWISMjA4GBgTh27BhUKhVCQkJ0+9SrVw+enp44cOAAgMp1/kDea5DLVO6B8PBwdOnSRe9nDsDk7oWCrkMuU7gfLl++jGrVqqFWrVoYOHAgrl+/DsC07oWCrkGuyn4f/PHHH/D390fv3r3h4uKCZs2a4X//+59ue0JCAhITE/XuBXt7e7Rq1UrvXqhSpQr8/f11+4SEhEAqleLQoUNFjsXkJzYtLVqtFh9++CHatm2LRo0a6dYPGDAAXl5eqFatGk6dOoXx48fj4sWLWL9+PQAgMTFR7+YGoFtOTEwsuxMohtOnTyMwMBBZWVmwsbHBhg0b0KBBA8TFxUEul6NKlSp6+7u6uurOrTKcP1DwNQBM4x4AgFWrVuH48eM4cuRInm2JiYkmcy8Udh0A07gfWrVqheXLl6Nu3bq4c+cOPvvsM7z88ss4c+aMydwLhV0DW1tbk7gP/v33XyxZsgQRERGYNGkSjhw5gg8++AByuRxhYWG688jvPJ++F1xcXPS2m5mZwdHR0aDrwOSnlISHh+PMmTPYu3ev3voRI0bo/t64cWO4u7ujffv2iI+PR+3atcs6zFJRt25dxMXFITU1FevWrUNYWBhiY2ONHVaZKugaNGjQwCTugRs3bmD06NHYvn07LCwsjB2O0RTlOpjC/dCpUyfd35s0aYJWrVrBy8sLa9asgaWlpREjKzuFXYNhw4aZxH2g1Wrh7++PmTNnAgCaNWuGM2fOYOnSpQgLCyvTWPjYqxSMHDkSmzdvRkxMDGrUqFHovq1atQIAXLlyBQDg5uaWp5dD7rKbm1spRFvy5HI5fHx80KJFC0RGRsLPzw8LFy6Em5sblEolHjx4oLd/UlKS7twqw/kDBV+D/FTGe+DYsWNITk5G8+bNYWZmBjMzM8TGxuLrr7+GmZkZXF1dTeJeeN510Gg0ed5TGe+HZ1WpUgV16tTBlStXTOr3wtOevgb5qYz3gbu7u64FPFf9+vV1j/9yzyO/83z6XkhOTtbbrlarcf/+fYOuA5OfEiSEwMiRI7Fhwwbs3LkTNWvWfO574uLiAOTcFAAQGBiI06dP6/1wt2/fDjs7uzw3TUWh1WqRnZ2NFi1awNzcHNHR0bptFy9exPXr13X1MJXx/IEn1yA/lfEeaN++PU6fPo24uDjdy9/fHwMHDtT93RTuheddB5lMluc9lfF+eFZ6ejri4+Ph7u5usr8Xnr4G+amM90Hbtm3zDP9y6dIleHl5AQBq1qwJNzc3vXshLS0Nhw4d0rsXHjx4gGPHjun22blzJ7RarS5hLBLD67WpIO+9956wt7cXu3bt0uuumJmZKYQQ4sqVK2L69Oni6NGjIiEhQWzatEnUqlVLvPLKK7pj5HZnfP3110VcXJzYtm2bcHZ2rjDdGSdMmCBiY2NFQkKCOHXqlJgwYYKQSCTin3/+EULkdGn19PQUO3fuFEePHhWBgYEiMDBQ9/6Kfv5CFH4NTOEeKMizvVlM4V7Iz9PXwVTuh48//ljs2rVLJCQkiH379omQkBDh5OQkkpOThRCmcS8Udg1M5T44fPiwMDMzEzNmzBCXL18WK1asEFZWVuLXX3/V7TNr1ixRpUoVsWnTJnHq1CnRo0ePfLu6N2vWTBw6dEjs3btX+Pr6squ7MQHI97Vs2TIhhBDXr18Xr7zyinB0dBQKhUL4+PiIsWPH6o3lIIQQV69eFZ06dRKWlpbCyclJfPzxx0KlUhnhjAw3dOhQ4eXlJeRyuXB2dhbt27fXJT5CCPHo0SPx/vvvCwcHB2FlZSXeeOMNcefOHb1jVOTzF6Lwa2AK90BBnk1+TOFeyM/T18FU7oe+ffsKd3d3IZfLRfXq1UXfvn31xnYxhXuhsGtgKveBEEL8+eefolGjRkKhUIh69eqJ7777Tm+7VqsVkydPFq6urkKhUIj27duLixcv6u1z79490b9/f2FjYyPs7OzEkCFDxMOHDw2KQyKEEC/UfkVERERUAbHmh4iIiEwKkx8iIiIyKUx+iIiIyKQw+SEiIiKTwuSHiIiITAqTHyIiIjIpTH6IiIjIpDD5ISIiIpPC5IeIdCQSSaGvadOmGTvEEuft7Y0FCxYYOww97dq1w4cffqi3buHChVAoFFi1apVxgiKqRMyMHQARlR937tzR/X316tWYMmWK3kSENjY2xgjLYEIIaDQamJmV3a84pVIJuVxeKseeOnUqvvzyS2zatAkdO3Yslc8gMiVs+SEiHTc3N93L3t4eEolEb92qVatQv359WFhYoF69evjmm29077169SokEgnWrFmDl19+GZaWlggICMClS5dw5MgR+Pv7w8bGBp06dUJKSorufYMHD0bPnj3x2WefwdnZGXZ2dnj33XehVCp1+2i1WkRGRqJmzZqwtLSEn58f1q1bp9u+a9cuSCQSbN26FS1atIBCocDevXsRHx+PHj16wNXVFTY2NggICMCOHTt072vXrh2uXbuGjz76SNe6BQDTpk1D06ZN9a7NggUL4O3tnSfuGTNmoFq1aqhbty4A4MaNG+jTpw+qVKkCR0dH9OjRA1evXn2hn4cQAqNGjcLXX3+N7du3M/EhKiFs+SGiIlmxYgWmTJmCxYsXo1mzZjhx4gSGDx8Oa2trhIWF6fabOnUqFixYAE9PTwwdOhQDBgyAra0tFi5cCCsrK/Tp0wdTpkzBkiVLdO+Jjo6GhYUFdu3ahatXr2LIkCGoWrUqZsyYAQCIjIzEr7/+iqVLl8LX1xe7d+/GW2+9BWdnZwQFBemOM2HCBHz55ZeoVasWHBwccOPGDXTu3BkzZsyAQqHAzz//jG7duuHixYvw9PTE+vXr4efnhxEjRmD48OEGX5Po6GjY2dlh+/btAACVSoUOHTogMDAQe/bsgZmZGb744gt07NgRp06dMqhlSK1W46233sLOnTsRGxuLJk2aGBwfERWgWNOzElGltWzZMmFvb69brl27tvjtt9/09vn8889FYGCgEEKIhIQEAUB8//33uu0rV64UAER0dLRuXWRkpKhbt65uOSwsTDg6OoqMjAzduiVLlggbGxuh0WhEVlaWsLKyEvv379f77GHDhon+/fsLIYSIiYkRAMTGjRufe14NGzYUixYt0i17eXmJ+fPn6+0zdepU4efnp7du/vz5wsvLSy9uV1dXkZ2drVv3yy+/iLp16wqtVqtbl52dLSwtLcXff//93NhyBQUFCblcLuRyuTh//nyR30dERcOWHyJ6royMDMTHx2PYsGF6LSRqtRr29vZ6+z7dQuHq6goAaNy4sd665ORkvff4+fnByspKtxwYGIj09HTcuHED6enpyMzMxGuvvab3HqVSiWbNmumt8/f311tOT0/HtGnTsGXLFty5cwdqtRqPHj3C9evXDTn9AjVu3FivNefkyZO4cuUKbG1t9fbLyspCfHy8Qcd+6aWXEBcXh8mTJ2PlypVlWr9EVNnxXxMRPVd6ejoA4H//+x9atWqlt00mk+ktm5ub6/6eW0Pz7DqtVmvwZ2/ZsgXVq1fX26ZQKPSWra2t9ZbHjBmD7du348svv4SPjw8sLS0RGhqqV0+UH6lUCiGE3jqVSpVnv2c/Lz09HS1atMCKFSvy7Ovs7FzoZz6rcePGmDdvHkJCQtC3b1+sXr2aCRBRCeG/JCJ6LldXV1SrVg3//vsvBg4cWOLHP3nyJB49egRLS0sAwMGDB2FjYwMPDw84OjpCoVDg+vXrevU9RbFv3z4MHjwYb7zxBoCc5OTZ4mO5XA6NRqO3ztnZGYmJiRBC6BK4uLi4535e8+bNsXr1ari4uMDOzs6gWPPTtGlTREdHIyQkBH369MHq1av1EkkiejHs7UVERfLZZ58hMjISX3/9NS5duoTTp09j2bJl+Oqrr4p9bKVSiWHDhuHcuXP466+/MHXqVIwcORJSqRS2trYYM2YMPvroI/z000+Ij4/H8ePHsWjRIvz000+FHtfX1xfr169HXFwcTp48iQEDBuRpdfL29sbu3btx69Yt3L17F0BOL7CUlBTMmTMH8fHxiIqKwtatW597HgMHDoSTkxN69OiBPXv2ICEhAbt27cIHH3yAmzdvvtC18fPzw86dO7F371706dMn3xYoIjIMkx8iKpJ33nkH33//PZYtW4bGjRsjKCgIy5cvR82aNYt97Pbt28PX1xevvPIK+vbti+7du+sNqPj5559j8uTJiIyMRP369dGxY0ds2bLluZ/91VdfwcHBAW3atEG3bt3QoUMHNG/eXG+f6dOn4+rVq6hdu7bu0VT9+vXxzTffICoqCn5+fjh8+DDGjBnz3POwsrLC7t274enpiV69eqF+/foYNmwYsrKydC1Bud3yDen+3rhxY+zcuRP79+9H7969n/vYjogKJxHPPtgmIipDgwcPxoMHD7Bx40Zjh1Imli1bhpkzZ+LcuXN8hEVkJGz5ISIqQ3/99RdmzpzJxIfIiFjwTERUhtauXWvsEIhMHh97ERERkUnhYy8iIiIyKUx+iIiIyKQw+SEiIiKTwuSHiIiITAqTHyIiIjIpTH6IiIjIpDD5ISIiIpPC5IeIiIhMCpMfIiIiMin/D9c1cPyy95B+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "source = 'TB7239175B'\n",
    "plot = True\n",
    "PsatObj = VaporPressure(**prop_kwargs)\n",
    "PsatObj.fit_add_model(Ts=Ts_Psats, data=Psats, model='DIPPR101', name=source)\n",
    "\n",
    "VolLiqObj = VolumeLiquid(**prop_kwargs)\n",
    "VolLiqObj.fit_add_model(Ts=Ts, data=Vms, model='DIPPR100', name=source)\n",
    "\n",
    "CpLiqObj = HeatCapacityLiquid(**prop_kwargs)\n",
    "CpLiqObj.fit_add_model(Ts=Ts, data=Cpls, model='DIPPR100', name=source)\n",
    "\n",
    "CpGasObj = HeatCapacityGas(**prop_kwargs)\n",
    "CpGasObj.fit_add_model(Ts=Ts, data=Cpgs, model='DIPPR100', name=source)\n",
    "\n",
    "MuLiqObj = ViscosityLiquid(**prop_kwargs)\n",
    "MuLiqObj.fit_add_model(Ts=Ts, data=muls, model='mu_TDE', name=source)\n",
    "\n",
    "MuGasObj = ViscosityGas(**prop_kwargs)\n",
    "MuGasObj.fit_add_model(Ts=Ts, data=mugs, model='DIPPR100', name=source)\n",
    "\n",
    "KGasObj = ThermalConductivityGas(**prop_kwargs)\n",
    "KGasObj.fit_add_model(Ts=Ts, data=kgs, model='DIPPR100', name=source)\n",
    "\n",
    "KLiqObj = ThermalConductivityLiquid(**prop_kwargs)\n",
    "KLiqObj.fit_add_model(Ts=Ts, data=kls, model='DIPPR100', name=source)\n",
    "\n",
    "HvapObj = EnthalpyVaporization(**prop_kwargs)\n",
    "HvapObj.fit_add_model(Ts=Ts, data=Hvaps, model_kwargs={'Tc': Tc}, model='PPDS12', name=source)\n",
    "\n",
    "SigmaObj = SurfaceTension(**prop_kwargs)\n",
    "SigmaObj.fit_add_model(Ts=sigma_Ts, data=sigmas, model_kwargs={'Tc': Tc}, model='linear', name=source)\n",
    "\n",
    "if plot:\n",
    "    PsatObj.plot_T_dependent_property(axes='semilogy', **plot_kwargs)\n",
    "    VolLiqObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    CpLiqObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    CpGasObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    MuLiqObj.plot_T_dependent_property(axes='semilogy', **plot_kwargs)\n",
    "    MuGasObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    KGasObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    KLiqObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    HvapObj.plot_T_dependent_property(axes='plot', **plot_kwargs)\n",
    "    SigmaObj.plot_T_dependent_property(axes='plot', **plot_kwargs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "atlantic-chick",
   "metadata": {},
   "outputs": [],
   "source": [
    "Vml_60F = VolLiqObj(F2K(60), None)\n",
    "rhol_60Fs_mass = Vm_to_rho(Vml_60F, MW)\n",
    "\n",
    "Vml_STP = VolLiqObj(298.15, None)\n",
    "rhol_STPs_mass = Vm_to_rho(Vml_STP, MW)\n",
    "\n",
    "constants = ChemicalConstantsPackage(Tcs=[Tc], Pcs=[Pc], Vcs=[Vc], Zcs=[Zc], omegas=[omega], MWs=[MW],\n",
    "                                     Vml_60Fs=[Vml_60F], rhol_60Fs=[1/Vml_60F], rhol_60Fs_mass=[rhol_60Fs_mass],\n",
    "                                     Vml_STPs=[Vml_STP], rhol_STPs_mass=[rhol_STPs_mass],\n",
    "                                     similarity_variables=[sv])\n",
    "correlations = PropertyCorrelationsPackage(constants=constants, VaporPressures=[PsatObj], VolumeLiquids=[VolLiqObj],\n",
    "                                        HeatCapacityLiquids=[CpLiqObj], HeatCapacityGases=[CpGasObj],\n",
    "                                        ViscosityLiquids=[MuLiqObj], ViscosityGases=[MuGasObj],\n",
    "                                        ThermalConductivityGases=[KGasObj], ThermalConductivityLiquids=[KLiqObj],\n",
    "                                        EnthalpyVaporizations=[HvapObj], SurfaceTensions=[SigmaObj])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fitting-camera",
   "metadata": {},
   "source": [
    "Now that the ChemicalConstantsPackage and PropertyCorrelationsPackage have been created, we are ready to make packages and do calculations with them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "external-annex",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<EquilibriumState, T=300.0000, P=100000.0000, zs=[1.0], betas=[1.0], phases=[<CEOSLiquid, T=300 K, P=100000 Pa>]>\n"
     ]
    }
   ],
   "source": [
    "from thermo import ChemicalConstantsPackage, PRMIX, CEOSLiquid, CEOSGas, FlashPureVLS\n",
    "eos_kwargs = dict(Tcs=constants.Tcs, Pcs=constants.Pcs, omegas=constants.omegas)\n",
    "\n",
    "liquid = CEOSLiquid(PRMIX, HeatCapacityGases=correlations.HeatCapacityGases, eos_kwargs=eos_kwargs)\n",
    "gas = CEOSGas(PRMIX, HeatCapacityGases=correlations.HeatCapacityGases, eos_kwargs=eos_kwargs)\n",
    "flasher_PR = FlashPureVLS(constants, correlations, gas=gas, liquids=[liquid], solids=[])\n",
    "print(flasher_PR.flash(T=300, P=1e5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ranging-denial",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<EquilibriumState, T=300.0000, P=100000.0000, zs=[1.0], betas=[1.0], phases=[<GibbsExcessLiquid, T=300 K, P=100000 Pa>]>\n"
     ]
    }
   ],
   "source": [
    "from thermo.phases import GibbsExcessLiquid, IdealGas\n",
    "liquid = GibbsExcessLiquid(VaporPressures=correlations.VaporPressures, VolumeLiquids=correlations.VolumeLiquids,\n",
    "                 HeatCapacityGases=correlations.HeatCapacityGases, equilibrium_basis='Psat')\n",
    "gas = IdealGas(HeatCapacityGases=correlations.HeatCapacityGases)\n",
    "flasher_ideal = FlashPureVLS(constants, correlations, gas=gas, liquids=[liquid], solids=[])\n",
    "print(flasher_ideal.flash(T=300, P=1e5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "frozen-portuguese",
   "metadata": {},
   "source": [
    "Using a thermodynamically consistent model is much more challenging than directly predicting a property. Liquid heat capacity, heat of vaporization, and density are all particularly challenging properties. The following plots show the accuracy of the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ceramic-attack",
   "metadata": {},
   "outputs": [],
   "source": [
    "Cpls_calc_PR = []\n",
    "Cpls_calc_ideal = []\n",
    "for T in Ts:\n",
    "    Cpls_calc_PR.append(flasher_PR.flash(T=T, VF=0).Cp())\n",
    "    Cpls_calc_ideal.append(flasher_ideal.flash(T=T, VF=0).Cp())\n",
    "    \n",
    "Hvaps_calc_PR = []\n",
    "Hvaps_calc_ideal = []\n",
    "for T in Ts:\n",
    "    Hvaps_calc_PR.append(flasher_PR.flash(T=T, VF=1).H() - flasher_PR.flash(T=T, VF=0).H())\n",
    "    Hvaps_calc_ideal.append(flasher_ideal.flash(T=T, VF=1).H() - flasher_ideal.flash(T=T, VF=0).H())\n",
    "    \n",
    "Vl_calc_PR = []\n",
    "Vl_calc_ideal = []\n",
    "for T in Ts:\n",
    "    Vl_calc_PR.append(flasher_PR.flash(T=T, VF=0).V())\n",
    "    Vl_calc_ideal.append(flasher_ideal.flash(T=T, VF=0).V())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "associate-eugene",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(Ts, Hvaps, label='Data')\n",
    "plt.plot(Ts, Hvaps_calc_PR, label='PR')\n",
    "plt.plot(Ts, Hvaps_calc_ideal, label='ideal')\n",
    "plt.xlabel(\"Temperature [K]\")\n",
    "plt.ylabel(\"Heat of Vaporiation [J/mol]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "advanced-traffic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(Ts, Cpls, label='Data')\n",
    "plt.plot(Ts, Cpls_calc_PR, label='PR')\n",
    "plt.plot(Ts, Cpls_calc_ideal, label='ideal')\n",
    "plt.xlabel(\"Temperature [K]\")\n",
    "plt.ylabel(\"Liquid heat capacity [J/mol/K]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "broken-subscription",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(Ts, Vms, label='Data')\n",
    "plt.plot(Ts, Vl_calc_PR, label='PR')\n",
    "plt.plot(Ts, Vl_calc_ideal, 'x', label='ideal')\n",
    "plt.xlabel(\"Temperature [K]\")\n",
    "plt.ylabel(\"Molar volume [m^3/mol]\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
